The sound of the post hole digger grated on his nerves. He was in his workshop, meticulously sanding a wooden chair leg, but the noise pierced through everything. The Millers next door were finally putting up a fence. It was a beautiful thing. He could already imagine how it would look, separating their perfect garden from his own.

He threw down the sandpaper, a sudden surge of frustration coursing through him. He hadn’t touched the garden in weeks. He hadn’t felt the motivation. His hands were suddenly clumsy. He walked outside, kicking a pebble.

The scent of freshly cut wood wafted over the boundary line, a smell that usually he would enjoy, but now felt like an accusation. He felt a need to do something. Anything.

Emotion: envious

Cluster: Shame / Guilt
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 1.58

Role in Research

This story is one of 1,000 stories generated for the emotion envious. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 envious stories, after denoising with neutral dialogue baselines, produces the envious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the envious vector is projected through the unembedding matrix.

Promoted:
S0.550
H0.431
B0.406
L0.403
envy0.365
Suppressed:
再び-0.262
мед-0.258
再次-0.246
own-0.239
พร้อม-0.231